Dataset info
| Number of variables | 22 |
|---|---|
| Number of observations | 199991 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 51.2 MiB |
| Average record size in memory | 268.6 B |
Variables types
| NUM | 21 |
|---|---|
| CAT | 1 |
Reproduction info
| Date of analysis | 2020-02-09 08:26:36.665846 |
|---|---|
| Version | pandas-profiling v2.4.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download Configuration | config.yaml |
Warnings
fiberMag_g is highly skewed (γ1 = 60.75328029) | Skewed |
fiberMag_i is highly skewed (γ1 = -136.5595672) | Skewed |
fiberMag_r is highly skewed (γ1 = -128.7080615) | Skewed |
fiberMag_u is highly skewed (γ1 = -446.491131) | Skewed |
fiberMag_z is highly skewed (γ1 = -99.1319246) | Skewed |
modelMag_g is highly skewed (γ1 = -151.5463577) | Skewed |
modelMag_i is highly skewed (γ1 = -197.2612434) | Skewed |
modelMag_r is highly skewed (γ1 = -179.4972186) | Skewed |
modelMag_u is highly skewed (γ1 = -113.8458159) | Skewed |
modelMag_z is highly skewed (γ1 = -125.2072673) | Skewed |
petroMag_g is highly skewed (γ1 = -117.8103536) | Skewed |
petroMag_i is highly skewed (γ1 = -181.5957836) | Skewed |
petroMag_r is highly skewed (γ1 = -161.6799622) | Skewed |
petroMag_u is highly skewed (γ1 = 324.7092506) | Skewed |
petroMag_z is highly skewed (γ1 = -103.2237948) | Skewed |
psfMag_g is highly skewed (γ1 = -166.3129443) | Skewed |
psfMag_i is highly skewed (γ1 = -153.7339501) | Skewed |
psfMag_r is highly skewed (γ1 = -160.9373896) | Skewed |
psfMag_u is highly skewed (γ1 = -447.0728729) | Skewed |
psfMag_z is highly skewed (γ1 = -131.3889389) | Skewed |
psfMag_u is highly correlated with fiberMag_u | High Correlation |
fiberMag_u is highly correlated with psfMag_u | High Correlation |
fiberID
Real number (ℝ≥0)
| Distinct count | 1000 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 360.8301524 |
|---|---|
| Minimum | 1 |
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 174 |
| median | 349 |
| Q3 | 526 |
| 95-th percentile | 768 |
| Maximum | 1000 |
| Range | 999 |
| Interquartile range (IQR) | 352 |
Descriptive statistics
| Standard deviation | 225.3058904 |
|---|---|
| Coefficient of variation (CV) | 0.6244098197 |
| Kurtosis | -0.3329491173 |
| Mean | 360.8301524 |
| Median Absolute Deviation (MAD) | 186.5543287 |
| Skewness | 0.4234981676 |
| Sum | 72162783 |
| Variance | 50762.74424 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 1.5 44.5 121.5 122.5 ... 996.5 997.5 998.5 999.5 1000. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 624 | 373 | 0.2% | |
| 122 | 371 | 0.2% | |
| 618 | 370 | 0.2% | |
| 350 | 369 | 0.2% | |
| 14 | 365 | 0.2% | |
| 316 | 364 | 0.2% | |
| 620 | 363 | 0.2% | |
| 626 | 362 | 0.2% | |
| 28 | 362 | 0.2% | |
| 38 | 361 | 0.2% | |
| Other values (990) | 196331 | 98.2% |
| Value | Count | Frequency (%) | |
| 1 | 296 | 0.1% | |
| 2 | 349 | 0.2% | |
| 3 | 277 | 0.1% | |
| 4 | 317 | 0.2% | |
| 5 | 263 | 0.1% |
| Value | Count | Frequency (%) | |
| 1000 | 67 | < 0.1% | |
| 999 | 27 | < 0.1% | |
| 998 | 75 | < 0.1% | |
| 997 | 14 | < 0.1% | |
| 996 | 72 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.0726925 |
|---|---|
| Minimum | -215882.917190915 |
| Maximum | 248077.5133803 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -215882.9172 |
|---|---|
| 5-th percentile | 16.93996392 |
| Q1 | 18.9028513 |
| median | 20.06903755 |
| Q3 | 21.38582966 |
| 95-th percentile | 23.02597289 |
| Maximum | 248077.5134 |
| Range | 463960.4306 |
| Interquartile range (IQR) | 2.482978365 |
Descriptive statistics
| Standard deviation | 749.2561619 |
|---|---|
| Coefficient of variation (CV) | 39.28423645 |
| Kurtosis | 94583.38184 |
| Mean | 19.0726925 |
| Median Absolute Deviation (MAD) | 5.198698103 |
| Skewness | 60.75328029 |
| Sum | 3814366.846 |
| Variance | 561384.7961 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.15882917e+05 -1.92276540e+04 -5.20213597e+00 1.06594508e+01 1.43754926e+01 ... 2.65684223e+01 2.71033752e+01 3.41047666e+01 5.31273954e+01 2.48077513e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 24.32586974 | 1 | < 0.1% | |
| 21.6480075 | 1 | < 0.1% | |
| 20.52094557 | 1 | < 0.1% | |
| 23.52990995 | 1 | < 0.1% | |
| 17.20800135 | 1 | < 0.1% | |
| 21.48190355 | 1 | < 0.1% | |
| 19.6576878 | 1 | < 0.1% | |
| 23.83047625 | 1 | < 0.1% | |
| 20.21380477 | 1 | < 0.1% | |
| 18.78386585 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -215882.9172 | 1 | < 0.1% | |
| -30617.65735 | 1 | < 0.1% | |
| -29712.60347 | 1 | < 0.1% | |
| -19338.87361 | 1 | < 0.1% | |
| -19116.43429 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 248077.5134 | 1 | < 0.1% | |
| 68.50938508 | 1 | < 0.1% | |
| 37.74540572 | 1 | < 0.1% | |
| 34.22868858 | 1 | < 0.1% | |
| 33.98084468 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.18333145 |
|---|---|
| Minimum | -20208.5162623818 |
| Maximum | 8059.6385345421095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -20208.51626 |
|---|---|
| 5-th percentile | 16.40248576 |
| Q1 | 17.90361534 |
| median | 19.18876323 |
| Q3 | 20.33141852 |
| 95-th percentile | 21.6629171 |
| Maximum | 8059.638535 |
| Range | 28268.1548 |
| Interquartile range (IQR) | 2.427803183 |
Descriptive statistics
| Standard deviation | 122.3789715 |
|---|---|
| Coefficient of variation (CV) | 6.730283273 |
| Kurtosis | 20513.42943 |
| Mean | 18.18333145 |
| Median Absolute Deviation (MAD) | 2.520067034 |
| Skewness | -136.5595672 |
| Sum | 3636502.64 |
| Variance | 14976.61267 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.02085163e+04 1.06924982e+01 1.37383815e+01 1.44562282e+01 1.49838283e+01 ... 2.33703626e+01 2.39077848e+01 2.61165482e+01 3.85382120e+01 8.05963853e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 21.21993776 | 1 | < 0.1% | |
| 20.36380039 | 1 | < 0.1% | |
| 20.60564114 | 1 | < 0.1% | |
| 19.70810131 | 1 | < 0.1% | |
| 18.0357234 | 1 | < 0.1% | |
| 16.740337 | 1 | < 0.1% | |
| 19.27105215 | 1 | < 0.1% | |
| 20.62285545 | 1 | < 0.1% | |
| 18.61605739 | 1 | < 0.1% | |
| 20.28995983 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -20208.51626 | 1 | < 0.1% | |
| -19871.75569 | 1 | < 0.1% | |
| -19721.17217 | 1 | < 0.1% | |
| -18894.37463 | 1 | < 0.1% | |
| -18443.0183 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8059.638535 | 1 | < 0.1% | |
| 42.00204677 | 1 | < 0.1% | |
| 35.07437716 | 1 | < 0.1% | |
| 32.17136919 | 1 | < 0.1% | |
| 29.54536968 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.13448316 |
|---|---|
| Minimum | -21802.656143855802 |
| Maximum | 12084.7354397549 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -21802.65614 |
|---|---|
| 5-th percentile | 16.62125466 |
| Q1 | 18.25935198 |
| median | 19.63141869 |
| Q3 | 20.7739108 |
| 95-th percentile | 22.03487241 |
| Maximum | 12084.73544 |
| Range | 33887.39158 |
| Interquartile range (IQR) | 2.51455882 |
Descriptive statistics
| Standard deviation | 90.04905787 |
|---|---|
| Coefficient of variation (CV) | 4.706113937 |
| Kurtosis | 33587.38998 |
| Mean | 19.13448316 |
| Median Absolute Deviation (MAD) | 2.111773497 |
| Skewness | -128.7080615 |
| Sum | 3826724.421 |
| Variance | 8108.832823 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.18026561e+04 -1.30971059e+01 1.40404564e+01 1.45722067e+01 1.45724654e+01 ... 2.47564446e+01 2.54686335e+01 2.66729668e+01 3.22514231e+01 1.20847354e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 17.67173656 | 1 | < 0.1% | |
| 16.49177868 | 1 | < 0.1% | |
| 18.97816576 | 1 | < 0.1% | |
| 18.95482291 | 1 | < 0.1% | |
| 21.70607433 | 1 | < 0.1% | |
| 18.45359703 | 1 | < 0.1% | |
| 19.08674512 | 1 | < 0.1% | |
| 20.25572458 | 1 | < 0.1% | |
| 21.70798085 | 1 | < 0.1% | |
| 19.53912301 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -21802.65614 | 1 | < 0.1% | |
| -18913.50434 | 1 | < 0.1% | |
| -12444.70425 | 1 | < 0.1% | |
| -11037.89528 | 1 | < 0.1% | |
| -8448.758186 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12084.73544 | 1 | < 0.1% | |
| 11179.1967 | 1 | < 0.1% | |
| 2855.324531 | 1 | < 0.1% | |
| 1428.559243 | 1 | < 0.1% | |
| 715.4908996 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.84985838 |
|---|---|
| Minimum | -1864766.37083753 |
| Maximum | 4870.15389914159 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -1864766.371 |
|---|---|
| 5-th percentile | 17.92292734 |
| Q1 | 19.94040312 |
| median | 21.049096 |
| Q3 | 22.33754048 |
| 95-th percentile | 24.72568562 |
| Maximum | 4870.153899 |
| Range | 1869636.525 |
| Interquartile range (IQR) | 2.397137353 |
Descriptive statistics
| Standard deviation | 4172.116388 |
|---|---|
| Coefficient of variation (CV) | 384.5318752 |
| Kurtosis | 199563.1935 |
| Mean | 10.84985838 |
| Median Absolute Deviation (MAD) | 20.71238419 |
| Skewness | -446.491131 |
| Sum | 2169874.027 |
| Variance | 17406555.15 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-1.86476637e+06 -2.80322421e+04 -9.61736954e+01 4.50840487e+00 1.48952074e+01 ... 2.80240885e+01 3.06015178e+01 4.76761800e+01 2.33317747e+02 4.87015390e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 24.32935799 | 1 | < 0.1% | |
| 23.88428916 | 1 | < 0.1% | |
| 20.63260331 | 1 | < 0.1% | |
| 20.76402204 | 1 | < 0.1% | |
| 20.56243744 | 1 | < 0.1% | |
| 22.88474573 | 1 | < 0.1% | |
| 21.51675181 | 1 | < 0.1% | |
| 18.2960709 | 1 | < 0.1% | |
| 21.28636538 | 1 | < 0.1% | |
| 21.18436791 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -1864766.371 | 1 | < 0.1% | |
| -29994.08033 | 1 | < 0.1% | |
| -26070.40386 | 1 | < 0.1% | |
| -18054.91873 | 1 | < 0.1% | |
| -16697.33959 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4870.153899 | 1 | < 0.1% | |
| 924.9858903 | 1 | < 0.1% | |
| 274.0836927 | 1 | < 0.1% | |
| 192.5518011 | 1 | < 0.1% | |
| 191.3029512 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.00088239 |
|---|---|
| Minimum | -26505.6021006573 |
| Maximum | 18358.921740610902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -26505.6021 |
|---|---|
| 5-th percentile | 16.17538704 |
| Q1 | 17.60614765 |
| median | 18.71096695 |
| Q3 | 20.13317856 |
| 95-th percentile | 21.49908599 |
| Maximum | 18358.92174 |
| Range | 44864.52384 |
| Interquartile range (IQR) | 2.527030905 |
Descriptive statistics
| Standard deviation | 145.8623461 |
|---|---|
| Coefficient of variation (CV) | 8.103066448 |
| Kurtosis | 18193.24198 |
| Mean | 18.00088239 |
| Median Absolute Deviation (MAD) | 2.780281525 |
| Skewness | -99.1319246 |
| Sum | 3600014.47 |
| Variance | 21275.82402 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.65056021e+04 -1.33520450e+02 8.36325420e+00 1.38003886e+01 1.43476781e+01 ... 2.38595431e+01 2.45752741e+01 2.55815032e+01 3.88247287e+01 1.83589217e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 18.91397514 | 1 | < 0.1% | |
| 17.73600457 | 1 | < 0.1% | |
| 20.57996416 | 1 | < 0.1% | |
| 16.82222656 | 1 | < 0.1% | |
| 18.27468022 | 1 | < 0.1% | |
| 20.02409627 | 1 | < 0.1% | |
| 17.65234226 | 1 | < 0.1% | |
| 17.77182872 | 1 | < 0.1% | |
| 22.54443579 | 1 | < 0.1% | |
| 19.77806929 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -26505.6021 | 1 | < 0.1% | |
| -22882.579 | 1 | < 0.1% | |
| -22877.54109 | 1 | < 0.1% | |
| -20724.32323 | 1 | < 0.1% | |
| -16054.45129 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 18358.92174 | 1 | < 0.1% | |
| 12830.46462 | 1 | < 0.1% | |
| 10294.80629 | 1 | < 0.1% | |
| 2801.321598 | 1 | < 0.1% | |
| 173.5837756 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.544375 |
|---|---|
| Minimum | -36902.4023360807 |
| Maximum | 10582.0585903648 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -36902.40234 |
|---|---|
| 5-th percentile | 16.45130369 |
| Q1 | 18.07612032 |
| median | 19.54767407 |
| Q3 | 20.96238644 |
| 95-th percentile | 22.65421625 |
| Maximum | 10582.05859 |
| Range | 47484.46093 |
| Interquartile range (IQR) | 2.886266113 |
Descriptive statistics
| Standard deviation | 161.7281835 |
|---|---|
| Coefficient of variation (CV) | 8.72114501 |
| Kurtosis | 27251.98057 |
| Mean | 18.544375 |
| Median Absolute Deviation (MAD) | 3.039435883 |
| Skewness | -151.5463577 |
| Sum | 3708708.1 |
| Variance | 26156.00533 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-3.69024023e+04 1.25846856e+01 1.35306374e+01 1.42343983e+01 1.46332239e+01 ... 2.64991385e+01 2.74691448e+01 3.22616107e+01 6.32889001e+01 1.05820586e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 17.41127684 | 1 | < 0.1% | |
| 18.14414854 | 1 | < 0.1% | |
| 15.81033188 | 1 | < 0.1% | |
| 19.51251808 | 1 | < 0.1% | |
| 19.05176805 | 1 | < 0.1% | |
| 18.5182141 | 1 | < 0.1% | |
| 23.11171994 | 1 | < 0.1% | |
| 18.93838497 | 1 | < 0.1% | |
| 20.14015443 | 1 | < 0.1% | |
| 22.45652546 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -36902.40234 | 1 | < 0.1% | |
| -27500.97913 | 1 | < 0.1% | |
| -26676.29894 | 1 | < 0.1% | |
| -21921.53899 | 1 | < 0.1% | |
| -20060.54068 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10582.05859 | 1 | < 0.1% | |
| 7838.80846 | 1 | < 0.1% | |
| 6327.875793 | 1 | < 0.1% | |
| 2057.444989 | 1 | < 0.1% | |
| 1316.12067 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.69239501 |
|---|---|
| Minimum | -38969.4168218961 |
| Maximum | 4062.4993714286898 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -38969.41682 |
|---|---|
| 5-th percentile | 15.79108085 |
| Q1 | 16.97767081 |
| median | 18.64175642 |
| Q3 | 19.96884594 |
| 95-th percentile | 21.3402662 |
| Maximum | 4062.499371 |
| Range | 43031.91619 |
| Interquartile range (IQR) | 2.991175125 |
Descriptive statistics
| Standard deviation | 131.183416 |
|---|---|
| Coefficient of variation (CV) | 7.414678224 |
| Kurtosis | 47570.23077 |
| Mean | 17.69239501 |
| Median Absolute Deviation (MAD) | 2.583044201 |
| Skewness | -197.2612434 |
| Sum | 3538319.77 |
| Variance | 17209.08863 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-3.89694168e+04 1.13472294e+01 1.26607984e+01 1.34006688e+01 1.41564902e+01 ... 2.27784485e+01 2.31500142e+01 2.60945388e+01 3.23093129e+01 4.06249937e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 18.44422156 | 1 | < 0.1% | |
| 20.39860599 | 1 | < 0.1% | |
| 20.65507521 | 1 | < 0.1% | |
| 16.98394562 | 1 | < 0.1% | |
| 16.57958331 | 1 | < 0.1% | |
| 16.95363801 | 1 | < 0.1% | |
| 20.65198982 | 1 | < 0.1% | |
| 16.52014297 | 1 | < 0.1% | |
| 21.51303892 | 1 | < 0.1% | |
| 21.48240197 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -38969.41682 | 1 | < 0.1% | |
| -19754.87013 | 1 | < 0.1% | |
| -19451.52134 | 1 | < 0.1% | |
| -16866.97023 | 1 | < 0.1% | |
| -14993.5949 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4062.499371 | 1 | < 0.1% | |
| 3119.273573 | 1 | < 0.1% | |
| 1671.664262 | 1 | < 0.1% | |
| 420.2111694 | 1 | < 0.1% | |
| 45.78354965 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.18154436 |
|---|---|
| Minimum | -36439.6384929249 |
| Maximum | 12237.9517034653 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -36439.63849 |
|---|---|
| 5-th percentile | 16.04800077 |
| Q1 | 17.42342462 |
| median | 19.1431559 |
| Q3 | 20.40813969 |
| 95-th percentile | 21.68180618 |
| Maximum | 12237.9517 |
| Range | 48677.5902 |
| Interquartile range (IQR) | 2.98471507 |
Descriptive statistics
| Standard deviation | 133.9844748 |
|---|---|
| Coefficient of variation (CV) | 7.369257096 |
| Kurtosis | 40566.57913 |
| Mean | 18.18154436 |
| Median Absolute Deviation (MAD) | 2.615434048 |
| Skewness | -179.4972186 |
| Sum | 3636145.237 |
| Variance | 17951.83948 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-3.64396385e+04 8.03425022e+00 1.18143799e+01 1.29095245e+01 1.36666595e+01 ... 2.52464346e+01 2.63233744e+01 2.81672251e+01 3.43844027e+01 1.22379517e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 20.57703517 | 1 | < 0.1% | |
| 16.92856758 | 1 | < 0.1% | |
| 15.59256815 | 1 | < 0.1% | |
| 16.63795066 | 1 | < 0.1% | |
| 17.94665779 | 1 | < 0.1% | |
| 19.81311475 | 1 | < 0.1% | |
| 17.25244453 | 1 | < 0.1% | |
| 18.40576414 | 1 | < 0.1% | |
| 19.11503729 | 1 | < 0.1% | |
| 20.46365584 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -36439.63849 | 1 | < 0.1% | |
| -25511.66478 | 1 | < 0.1% | |
| -21720.68579 | 1 | < 0.1% | |
| -16804.88837 | 1 | < 0.1% | |
| -13939.86122 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12237.9517 | 1 | < 0.1% | |
| 1811.273574 | 1 | < 0.1% | |
| 951.1862617 | 1 | < 0.1% | |
| 594.0199379 | 1 | < 0.1% | |
| 35.10231152 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.11099056 |
|---|---|
| Minimum | -26236.578659083 |
| Maximum | 14488.2519759573 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -26236.57866 |
|---|---|
| 5-th percentile | 17.51998753 |
| Q1 | 19.26621406 |
| median | 20.40683994 |
| Q3 | 21.99289763 |
| 95-th percentile | 24.98732749 |
| Maximum | 14488.25198 |
| Range | 40724.83064 |
| Interquartile range (IQR) | 2.726683566 |
Descriptive statistics
| Standard deviation | 122.2990625 |
|---|---|
| Coefficient of variation (CV) | 6.081205304 |
| Kurtosis | 22552.68257 |
| Mean | 20.11099056 |
| Median Absolute Deviation (MAD) | 2.701094149 |
| Skewness | -113.8458159 |
| Sum | 4022017.113 |
| Variance | 14957.06068 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.62365787e+04 -3.32920987e+01 1.23201703e+01 1.48166718e+01 1.55568097e+01 ... 2.89636571e+01 3.07603786e+01 3.47042418e+01 4.75495972e+01 1.44882520e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 21.43443755 | 1 | < 0.1% | |
| 19.7554632 | 1 | < 0.1% | |
| 25.25858771 | 1 | < 0.1% | |
| 20.05320533 | 1 | < 0.1% | |
| 21.60356196 | 1 | < 0.1% | |
| 17.62010723 | 1 | < 0.1% | |
| 15.84501281 | 1 | < 0.1% | |
| 18.92747239 | 1 | < 0.1% | |
| 20.67109217 | 1 | < 0.1% | |
| 25.80405316 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -26236.57866 | 1 | < 0.1% | |
| -19365.77543 | 1 | < 0.1% | |
| -17519.43158 | 1 | < 0.1% | |
| -15873.53532 | 1 | < 0.1% | |
| -14644.62568 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 14488.25198 | 1 | < 0.1% | |
| 12024.26463 | 1 | < 0.1% | |
| 8212.790443 | 1 | < 0.1% | |
| 1165.845257 | 1 | < 0.1% | |
| 127.619588 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.18928117 |
|---|---|
| Minimum | -26050.710195861 |
| Maximum | 7420.53417168359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -26050.7102 |
|---|---|
| 5-th percentile | 15.54425284 |
| Q1 | 16.70577391 |
| median | 18.10099695 |
| Q3 | 19.81955369 |
| 95-th percentile | 21.21099888 |
| Maximum | 7420.534172 |
| Range | 33471.24437 |
| Interquartile range (IQR) | 3.113779775 |
Descriptive statistics
| Standard deviation | 133.6851378 |
|---|---|
| Coefficient of variation (CV) | 7.777238412 |
| Kurtosis | 18061.20513 |
| Mean | 17.18928117 |
| Median Absolute Deviation (MAD) | 2.943043959 |
| Skewness | -125.2072673 |
| Sum | 3437701.53 |
| Variance | 17871.71606 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.60507102e+04 6.68294985e+00 1.10007327e+01 1.21198072e+01 1.26977027e+01 ... 2.39605963e+01 2.48741330e+01 2.86073212e+01 5.49371966e+01 7.42053417e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 19.12896076 | 1 | < 0.1% | |
| 20.02860986 | 1 | < 0.1% | |
| 17.02259674 | 1 | < 0.1% | |
| 20.96711405 | 1 | < 0.1% | |
| 17.26142552 | 1 | < 0.1% | |
| 17.93386825 | 1 | < 0.1% | |
| 16.01331559 | 1 | < 0.1% | |
| 16.67105961 | 1 | < 0.1% | |
| 19.52805944 | 1 | < 0.1% | |
| 17.48944262 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -26050.7102 | 1 | < 0.1% | |
| -20506.46907 | 1 | < 0.1% | |
| -20187.97238 | 1 | < 0.1% | |
| -16242.05944 | 1 | < 0.1% | |
| -15376.00937 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7420.534172 | 1 | < 0.1% | |
| 4061.282494 | 1 | < 0.1% | |
| 61.59787887 | 1 | < 0.1% | |
| 48.27651427 | 1 | < 0.1% | |
| 38.82367437 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.45413571 |
|---|---|
| Minimum | -25958.7523240261 |
| Maximum | 12139.815877449299 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -25958.75232 |
|---|---|
| 5-th percentile | 16.4909393 |
| Q1 | 18.11393296 |
| median | 19.58655867 |
| Q3 | 21.00439687 |
| 95-th percentile | 22.77266758 |
| Maximum | 12139.81588 |
| Range | 38098.5682 |
| Interquartile range (IQR) | 2.890463912 |
Descriptive statistics
| Standard deviation | 154.3762774 |
|---|---|
| Coefficient of variation (CV) | 8.365402737 |
| Kurtosis | 16344.65724 |
| Mean | 18.45413571 |
| Median Absolute Deviation (MAD) | 3.253657067 |
| Skewness | -117.8103536 |
| Sum | 3690661.055 |
| Variance | 23832.03502 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.59587523e+04 -4.45035837e+02 -4.88857876e+01 -4.25769948e-01 1.16733511e+01 ... 3.49942030e+01 4.71790462e+01 7.12223845e+01 2.37649230e+02 1.21398159e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 20.89545891 | 1 | < 0.1% | |
| 17.04046716 | 1 | < 0.1% | |
| 20.49899356 | 1 | < 0.1% | |
| 22.56154132 | 1 | < 0.1% | |
| 20.38858739 | 1 | < 0.1% | |
| 17.04129137 | 1 | < 0.1% | |
| 18.80404936 | 1 | < 0.1% | |
| 23.01494778 | 1 | < 0.1% | |
| 22.1901793 | 1 | < 0.1% | |
| 21.45793615 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -25958.75232 | 1 | < 0.1% | |
| -24123.0285 | 1 | < 0.1% | |
| -21309.51804 | 1 | < 0.1% | |
| -20009.79763 | 1 | < 0.1% | |
| -19228.00322 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12139.81588 | 1 | < 0.1% | |
| 7889.397245 | 1 | < 0.1% | |
| 2390.657319 | 1 | < 0.1% | |
| 773.3464588 | 1 | < 0.1% | |
| 566.4680163 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.68661736 |
|---|---|
| Minimum | -40438.184077725804 |
| Maximum | 9772.19053656696 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -40438.18408 |
|---|---|
| 5-th percentile | 15.84907656 |
| Q1 | 17.05029382 |
| median | 18.69337036 |
| Q3 | 20.0191118 |
| 95-th percentile | 21.48470689 |
| Maximum | 9772.190537 |
| Range | 50210.37461 |
| Interquartile range (IQR) | 2.968817974 |
Descriptive statistics
| Standard deviation | 145.7308724 |
|---|---|
| Coefficient of variation (CV) | 8.239612437 |
| Kurtosis | 40771.92074 |
| Mean | 17.68661736 |
| Median Absolute Deviation (MAD) | 2.778184043 |
| Skewness | -181.5957836 |
| Sum | 3537164.292 |
| Variance | 21237.48716 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-4.04381841e+04 -7.36716287e+01 -7.34916314e+00 9.51364918e+00 1.17504831e+01 ... 2.94710323e+01 3.33494759e+01 6.10239684e+01 1.99006742e+02 9.77219054e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 19.25217356 | 1 | < 0.1% | |
| 20.16641934 | 1 | < 0.1% | |
| 19.63395494 | 1 | < 0.1% | |
| 20.91940287 | 1 | < 0.1% | |
| 19.93217836 | 1 | < 0.1% | |
| 19.83522108 | 1 | < 0.1% | |
| 19.72807825 | 1 | < 0.1% | |
| 19.99134732 | 1 | < 0.1% | |
| 20.27103229 | 1 | < 0.1% | |
| 20.85039728 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -40438.18408 | 1 | < 0.1% | |
| -26276.97175 | 1 | < 0.1% | |
| -23158.1075 | 1 | < 0.1% | |
| -15642.98072 | 1 | < 0.1% | |
| -14657.5372 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9772.190537 | 1 | < 0.1% | |
| 2859.585989 | 1 | < 0.1% | |
| 1564.323175 | 1 | < 0.1% | |
| 219.7014232 | 1 | < 0.1% | |
| 178.31206 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.48152494 |
|---|---|
| Minimum | -23948.5885226884 |
| Maximum | 7003.1365460053 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -23948.58852 |
|---|---|
| 5-th percentile | 16.09544156 |
| Q1 | 17.47979376 |
| median | 19.18278875 |
| Q3 | 20.45749101 |
| 95-th percentile | 21.83814977 |
| Maximum | 7003.136546 |
| Range | 30951.72507 |
| Interquartile range (IQR) | 2.977697251 |
Descriptive statistics
| Standard deviation | 97.24044752 |
|---|---|
| Coefficient of variation (CV) | 5.261494809 |
| Kurtosis | 34368.89935 |
| Mean | 18.48152494 |
| Median Absolute Deviation (MAD) | 2.486439178 |
| Skewness | -161.6799622 |
| Sum | 3696138.654 |
| Variance | 9455.704633 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.39485885e+04 -1.12373790e+02 -2.35463900e+01 5.22057700e+00 1.16610025e+01 ... 2.90981313e+01 3.28212653e+01 4.87311448e+01 1.26003272e+02 7.00313655e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 18.89461767 | 1 | < 0.1% | |
| 17.04606155 | 1 | < 0.1% | |
| 19.39151764 | 1 | < 0.1% | |
| 18.753984 | 1 | < 0.1% | |
| 17.24495219 | 1 | < 0.1% | |
| 18.47473931 | 1 | < 0.1% | |
| 19.88602437 | 1 | < 0.1% | |
| 22.1741743 | 1 | < 0.1% | |
| 17.72090148 | 1 | < 0.1% | |
| 18.85743211 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -23948.58852 | 1 | < 0.1% | |
| -21138.41276 | 1 | < 0.1% | |
| -13805.68013 | 1 | < 0.1% | |
| -11898.21105 | 1 | < 0.1% | |
| -9182.986733 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7003.136546 | 1 | < 0.1% | |
| 5837.381986 | 1 | < 0.1% | |
| 4992.488987 | 1 | < 0.1% | |
| 4865.231702 | 1 | < 0.1% | |
| 1705.906184 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.83790258 |
|---|---|
| Minimum | -24463.4318326057 |
| Maximum | 298771.01904130104 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -24463.43183 |
|---|---|
| 5-th percentile | 17.53377309 |
| Q1 | 19.24779468 |
| median | 20.36684772 |
| Q3 | 21.79747977 |
| 95-th percentile | 25.39147142 |
| Maximum | 298771.019 |
| Range | 323234.4509 |
| Interquartile range (IQR) | 2.549685089 |
Descriptive statistics
| Standard deviation | 789.4723332 |
|---|---|
| Coefficient of variation (CV) | 36.15147244 |
| Kurtosis | 114697.2883 |
| Mean | 21.83790258 |
| Median Absolute Deviation (MAD) | 5.864641345 |
| Skewness | 324.7092506 |
| Sum | 4367383.975 |
| Variance | 623266.565 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.44634318e+04 -2.53348771e+02 -4.31285417e+01 -6.11986723e+00 5.63641716e+00 ... 4.67335264e+01 7.61743899e+01 1.79677705e+02 2.71025006e+03 2.98771019e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 20.53291713 | 1 | < 0.1% | |
| 25.86818364 | 1 | < 0.1% | |
| 19.80277498 | 1 | < 0.1% | |
| 17.3031205 | 1 | < 0.1% | |
| 17.61387318 | 1 | < 0.1% | |
| 20.32413375 | 1 | < 0.1% | |
| 25.21889209 | 1 | < 0.1% | |
| 20.26664659 | 1 | < 0.1% | |
| 20.16026473 | 1 | < 0.1% | |
| 17.2245494 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -24463.43183 | 1 | < 0.1% | |
| -23452.60251 | 1 | < 0.1% | |
| -22663.82856 | 1 | < 0.1% | |
| -22063.27749 | 1 | < 0.1% | |
| -20041.28565 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 298771.019 | 1 | < 0.1% | |
| 175257.9829 | 1 | < 0.1% | |
| 2788.226302 | 1 | < 0.1% | |
| 2632.273819 | 1 | < 0.1% | |
| 1452.080803 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.69920654 |
|---|---|
| Minimum | -30070.7293786273 |
| Maximum | 17403.7892633054 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -30070.72938 |
|---|---|
| 5-th percentile | 15.62528432 |
| Q1 | 16.8047047 |
| median | 18.17459152 |
| Q3 | 19.80765161 |
| 95-th percentile | 21.59246405 |
| Maximum | 17403.78926 |
| Range | 47474.51864 |
| Interquartile range (IQR) | 3.002946909 |
Descriptive statistics
| Standard deviation | 142.6918804 |
|---|---|
| Coefficient of variation (CV) | 8.062049567 |
| Kurtosis | 21285.24546 |
| Mean | 17.69920654 |
| Median Absolute Deviation (MAD) | 2.94284003 |
| Skewness | -103.2237948 |
| Sum | 3539682.015 |
| Variance | 20360.97274 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-3.00707294e+04 -2.12586253e+02 -4.41788597e+01 -3.72526019e+00 1.03872746e+01 ... 3.17160062e+01 4.21304903e+01 7.65213129e+01 4.10715561e+02 1.74037893e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 17.42584941 | 1 | < 0.1% | |
| 16.41260261 | 1 | < 0.1% | |
| 17.23087122 | 1 | < 0.1% | |
| 20.93667698 | 1 | < 0.1% | |
| 19.47784691 | 1 | < 0.1% | |
| 16.08403744 | 1 | < 0.1% | |
| 17.59776274 | 1 | < 0.1% | |
| 16.69504294 | 1 | < 0.1% | |
| 20.62465249 | 1 | < 0.1% | |
| 16.86357592 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -30070.72938 | 1 | < 0.1% | |
| -24164.42878 | 1 | < 0.1% | |
| -18394.6495 | 1 | < 0.1% | |
| -18353.0001 | 1 | < 0.1% | |
| -16691.58396 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 17403.78926 | 1 | < 0.1% | |
| 15743.3752 | 1 | < 0.1% | |
| 8647.360709 | 1 | < 0.1% | |
| 4814.111213 | 1 | < 0.1% | |
| 2398.072642 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.6753731 |
|---|---|
| Minimum | -40022.466071371 |
| Maximum | 3538.98490973182 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -40022.46607 |
|---|---|
| 5-th percentile | 16.61639103 |
| Q1 | 18.70118034 |
| median | 19.90423536 |
| Q3 | 21.15029717 |
| 95-th percentile | 22.76351636 |
| Maximum | 3538.98491 |
| Range | 43561.45098 |
| Interquartile range (IQR) | 2.449116836 |
Descriptive statistics
| Standard deviation | 155.4230242 |
|---|---|
| Coefficient of variation (CV) | 8.322351759 |
| Kurtosis | 32930.43716 |
| Mean | 18.6753731 |
| Median Absolute Deviation (MAD) | 3.042365169 |
| Skewness | -166.3129443 |
| Sum | 3734906.542 |
| Variance | 24156.31644 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-4.00224661e+04 -3.60576025e+01 3.22157572e+00 1.40420926e+01 1.46755139e+01 ... 2.74954560e+01 3.15616767e+01 4.44284691e+01 9.14210251e+01 3.53898491e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 17.08156399 | 1 | < 0.1% | |
| 20.18215576 | 1 | < 0.1% | |
| 21.28492214 | 1 | < 0.1% | |
| 20.39874149 | 1 | < 0.1% | |
| 20.23332405 | 1 | < 0.1% | |
| 17.43400183 | 1 | < 0.1% | |
| 20.12368004 | 1 | < 0.1% | |
| 18.54770358 | 1 | < 0.1% | |
| 19.32105304 | 1 | < 0.1% | |
| 20.66831152 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -40022.46607 | 1 | < 0.1% | |
| -27550.96754 | 1 | < 0.1% | |
| -20413.61874 | 1 | < 0.1% | |
| -19916.39454 | 1 | < 0.1% | |
| -19866.75477 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3538.98491 | 1 | < 0.1% | |
| 478.440761 | 1 | < 0.1% | |
| 102.1240427 | 1 | < 0.1% | |
| 80.71800747 | 1 | < 0.1% | |
| 61.35627838 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.0434949 |
|---|---|
| Minimum | -26566.310827471094 |
| Maximum | 4835.21863929729 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -26566.31083 |
|---|---|
| 5-th percentile | 16.08099354 |
| Q1 | 17.74766293 |
| median | 19.04389456 |
| Q3 | 20.07352814 |
| 95-th percentile | 21.38854662 |
| Maximum | 4835.218639 |
| Range | 31401.52947 |
| Interquartile range (IQR) | 2.325865215 |
Descriptive statistics
| Standard deviation | 116.6221938 |
|---|---|
| Coefficient of variation (CV) | 6.463392734 |
| Kurtosis | 26728.42976 |
| Mean | 18.0434949 |
| Median Absolute Deviation (MAD) | 2.437083753 |
| Skewness | -153.7339501 |
| Sum | 3608536.589 |
| Variance | 13600.7361 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.65663108e+04 -2.09209707e+00 1.22899562e+01 1.41258783e+01 1.46306688e+01 ... 2.30580354e+01 2.52616235e+01 3.03811280e+01 5.55624597e+01 4.83521864e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 21.50943937 | 1 | < 0.1% | |
| 17.60019557 | 1 | < 0.1% | |
| 18.18254854 | 1 | < 0.1% | |
| 18.04904594 | 1 | < 0.1% | |
| 19.13187753 | 1 | < 0.1% | |
| 19.16005091 | 1 | < 0.1% | |
| 21.59417997 | 1 | < 0.1% | |
| 19.98980746 | 1 | < 0.1% | |
| 19.46380064 | 1 | < 0.1% | |
| 17.18974826 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -26566.31083 | 1 | < 0.1% | |
| -19564.78611 | 1 | < 0.1% | |
| -18397.35896 | 1 | < 0.1% | |
| -17300.26255 | 1 | < 0.1% | |
| -13737.92078 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4835.218639 | 1 | < 0.1% | |
| 2365.3464 | 1 | < 0.1% | |
| 585.3703493 | 1 | < 0.1% | |
| 164.8789403 | 1 | < 0.1% | |
| 92.48965244 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.40123547 |
|---|---|
| Minimum | -27184.7957925387 |
| Maximum | 3048.11091277562 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -27184.79579 |
|---|---|
| 5-th percentile | 16.29893689 |
| Q1 | 18.04857211 |
| median | 19.45449176 |
| Q3 | 20.51593598 |
| 95-th percentile | 21.75553378 |
| Maximum | 3048.110913 |
| Range | 30232.90671 |
| Interquartile range (IQR) | 2.467363869 |
Descriptive statistics
| Standard deviation | 127.1280782 |
|---|---|
| Coefficient of variation (CV) | 6.908670803 |
| Kurtosis | 28273.28571 |
| Mean | 18.40123547 |
| Median Absolute Deviation (MAD) | 2.569321344 |
| Skewness | -160.9373896 |
| Sum | 3680081.483 |
| Variance | 16161.54827 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.71847958e+04 -4.94566282e+01 1.09834877e+01 1.42376712e+01 1.47987490e+01 ... 2.47021598e+01 2.62627567e+01 3.00178630e+01 5.42300686e+01 3.04811091e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 21.41453173 | 1 | < 0.1% | |
| 19.1927346 | 1 | < 0.1% | |
| 17.81098301 | 1 | < 0.1% | |
| 19.29918055 | 1 | < 0.1% | |
| 16.7216583 | 1 | < 0.1% | |
| 21.99109188 | 1 | < 0.1% | |
| 17.54103058 | 1 | < 0.1% | |
| 21.38033974 | 1 | < 0.1% | |
| 17.33491383 | 1 | < 0.1% | |
| 20.20862807 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -27184.79579 | 1 | < 0.1% | |
| -24378.09492 | 1 | < 0.1% | |
| -22163.23787 | 1 | < 0.1% | |
| -18726.62221 | 1 | < 0.1% | |
| -18490.08959 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3048.110913 | 1 | < 0.1% | |
| 2789.987259 | 1 | < 0.1% | |
| 923.5808051 | 1 | < 0.1% | |
| 171.3211033 | 1 | < 0.1% | |
| 117.5651766 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.750145805 |
|---|---|
| Minimum | -5310801.77091916 |
| Maximum | 18773.9190703443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -5310801.771 |
|---|---|
| 5-th percentile | 17.59221278 |
| Q1 | 19.65258984 |
| median | 20.87135859 |
| Q3 | 22.16043173 |
| 95-th percentile | 24.78003973 |
| Maximum | 18773.91907 |
| Range | 5329575.69 |
| Interquartile range (IQR) | 2.50784189 |
Descriptive statistics
| Standard deviation | 11876.785 |
|---|---|
| Coefficient of variation (CV) | -1759.485697 |
| Kurtosis | 199912.897 |
| Mean | -6.750145805 |
| Median Absolute Deviation (MAD) | 55.71810285 |
| Skewness | -447.0728729 |
| Sum | -1349968.41 |
| Variance | 141058021.9 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-5.31080177e+06 -3.14495895e+04 -3.74669579e+02 -2.14644543e+01 1.33837063e+01 ... 2.83277942e+01 2.97161136e+01 4.87029466e+01 1.96260992e+02 1.87739191e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 19.32156308 | 1 | < 0.1% | |
| 24.65552501 | 1 | < 0.1% | |
| 20.99387628 | 1 | < 0.1% | |
| 19.39124604 | 1 | < 0.1% | |
| 21.92707946 | 1 | < 0.1% | |
| 21.6960786 | 1 | < 0.1% | |
| 21.66743202 | 1 | < 0.1% | |
| 20.86386399 | 1 | < 0.1% | |
| 17.72245749 | 1 | < 0.1% | |
| 19.29568925 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -5310801.771 | 1 | < 0.1% | |
| -31887.4807 | 1 | < 0.1% | |
| -31011.69827 | 1 | < 0.1% | |
| -23731.31375 | 1 | < 0.1% | |
| -23314.14205 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 18773.91907 | 1 | < 0.1% | |
| 2819.515692 | 1 | < 0.1% | |
| 2278.286741 | 1 | < 0.1% | |
| 368.9395152 | 1 | < 0.1% | |
| 234.3638881 | 1 | < 0.1% |
| Distinct count | 199991 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.66352609 |
|---|---|
| Minimum | -24878.828279868998 |
| Maximum | 9823.74040737359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.1 MiB |
Quantile statistics
| Minimum | -24878.82828 |
|---|---|
| 5-th percentile | 15.8569253 |
| Q1 | 17.42552332 |
| median | 18.61179935 |
| Q3 | 19.88376013 |
| 95-th percentile | 21.23651561 |
| Maximum | 9823.740407 |
| Range | 34702.56869 |
| Interquartile range (IQR) | 2.458236815 |
Descriptive statistics
| Standard deviation | 123.7352979 |
|---|---|
| Coefficient of variation (CV) | 7.005130076 |
| Kurtosis | 20517.22795 |
| Mean | 17.66352609 |
| Median Absolute Deviation (MAD) | 2.625736169 |
| Skewness | -131.3889389 |
| Sum | 3532546.246 |
| Variance | 15310.42394 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-2.48788283e+04 -1.92923014e+02 -8.63730188e+00 1.05342486e+01 1.36407907e+01 ... 2.44067288e+01 2.52743908e+01 3.20499020e+01 1.15203846e+02 9.82374041e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 18.60502093 | 1 | < 0.1% | |
| 18.06242637 | 1 | < 0.1% | |
| 19.63322274 | 1 | < 0.1% | |
| 20.57208648 | 1 | < 0.1% | |
| 19.47803381 | 1 | < 0.1% | |
| 18.55656819 | 1 | < 0.1% | |
| 17.82090129 | 1 | < 0.1% | |
| 15.25080055 | 1 | < 0.1% | |
| 16.80159346 | 1 | < 0.1% | |
| 19.4478368 | 1 | < 0.1% | |
| Other values (199981) | 199981 | > 99.9% |
| Value | Count | Frequency (%) | |
| -24878.82828 | 1 | < 0.1% | |
| -19629.60469 | 1 | < 0.1% | |
| -18749.86274 | 1 | < 0.1% | |
| -16881.58925 | 1 | < 0.1% | |
| -16712.29619 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9823.740407 | 1 | < 0.1% | |
| 115.8304806 | 1 | < 0.1% | |
| 114.5772113 | 1 | < 0.1% | |
| 81.34568019 | 1 | < 0.1% | |
| 52.05032863 | 1 | < 0.1% |
type
Categorical
| Distinct count | 19 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.1 MiB |
| QSO | |
|---|---|
| GALAXY | |
| SERENDIPITY_BLUE | |
| SPECTROPHOTO_STD | |
| REDDEN_STD | |
| Other values (14) |
| Value | Count | Frequency (%) | |
| QSO | 49680 | 24.8% | |
| GALAXY | 37347 | 18.7% | |
| SERENDIPITY_BLUE | 21760 | 10.9% | |
| SPECTROPHOTO_STD | 14630 | 7.3% | |
| REDDEN_STD | 14618 | 7.3% | |
| STAR_RED_DWARF | 13750 | 6.9% | |
| STAR_BHB | 13500 | 6.8% | |
| SERENDIPITY_FIRST | 7132 | 3.6% | |
| ROSAT_D | 6580 | 3.3% | |
| STAR_CATY_VAR | 6506 | 3.3% | |
| Other values (9) | 14488 | 7.2% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 19 |
|---|---|
| Mean length | 9.38488732 |
| Min length | 3 |
First rows
| fiberID | fiberMag_g | fiberMag_i | fiberMag_r | fiberMag_u | fiberMag_z | modelMag_g | modelMag_i | modelMag_r | modelMag_u | modelMag_z | petroMag_g | petroMag_i | petroMag_r | petroMag_u | petroMag_z | psfMag_g | psfMag_i | psfMag_r | psfMag_u | psfMag_z | type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | ||||||||||||||||||||||
| 0 | 601 | 21.644453 | 21.387653 | 21.657571 | 22.581309 | 21.572827 | 21.465534 | 21.020605 | 21.364187 | 22.749241 | 21.147340 | 21.431636 | 21.145409 | 21.478312 | 22.504317 | 20.422446 | 21.431953 | 21.176553 | 21.314148 | 23.198224 | 21.171444 | QSO |
| 1 | 788 | 21.029773 | 20.937731 | 20.967054 | 21.868797 | 21.063646 | 20.758527 | 20.693389 | 20.753925 | 21.492955 | 20.512314 | 20.778968 | 20.639812 | 20.889705 | 21.360701 | 20.646660 | 20.708104 | 20.703420 | 20.678850 | 21.431355 | 20.473229 | QSO |
| 2 | 427 | 17.033098 | 17.095999 | 16.999682 | 18.171890 | 17.076449 | 16.697434 | 16.660177 | 16.641249 | 17.818063 | 16.688928 | 16.738784 | 16.744210 | 16.688874 | 17.867253 | 16.808006 | 16.727898 | 16.694640 | 16.679677 | 17.851451 | 16.641788 | QSO |
| 3 | 864 | 20.317165 | 20.073852 | 20.217898 | 21.039030 | 19.794505 | 20.001699 | 19.758113 | 19.889798 | 20.770711 | 19.552855 | 19.993727 | 19.750917 | 19.985531 | 20.433907 | 19.455117 | 20.040371 | 19.843840 | 19.926909 | 20.789900 | 19.463270 | QSO |
| 4 | 612 | 23.629122 | 19.861718 | 21.742750 | 25.700632 | 18.810375 | 23.147993 | 19.487330 | 21.475342 | 24.877052 | 18.375655 | 22.426929 | 19.610012 | 21.673551 | 25.859229 | 18.376141 | 23.058767 | 19.504961 | 21.471406 | 26.454969 | 18.389096 | STAR_RED_DWARF |
| 5 | 76 | 19.661686 | 19.928729 | 19.785276 | 20.167919 | 19.877216 | 19.325313 | 19.598653 | 19.469356 | 19.899462 | 19.677858 | 19.390363 | 19.688197 | 19.552879 | 19.982358 | 19.799425 | 19.315942 | 19.600843 | 19.431752 | 19.781358 | 19.674611 | SERENDIPITY_BLUE |
| 6 | 696 | 21.275343 | 20.901228 | 21.006494 | 22.765383 | 21.017218 | 21.063189 | 20.578269 | 20.726611 | 22.081704 | 20.657361 | 21.039226 | 20.576279 | 20.721977 | 21.954245 | 19.699959 | 21.120919 | 20.575474 | 20.715289 | 22.227121 | 20.214773 | QSO |
| 7 | 14 | 16.063400 | 15.834744 | 15.889851 | 17.336320 | 15.847949 | 15.747645 | 15.500731 | 15.556542 | 17.037058 | 15.498295 | 15.804802 | 15.569017 | 15.625482 | 17.093958 | 15.593497 | 15.786268 | 15.500176 | 15.524910 | 17.024278 | 15.527453 | STAR_BHB |
| 8 | 384 | 21.089308 | 20.535572 | 20.956964 | 21.183702 | 20.711386 | 20.709594 | 20.307847 | 20.577917 | 20.945573 | 20.459722 | 20.756746 | 20.344337 | 20.721068 | 21.121991 | 20.028693 | 20.773064 | 20.362645 | 20.607211 | 20.793464 | 20.256067 | QSO |
| 9 | 38 | 18.656975 | 16.346307 | 17.318537 | 20.970155 | 15.816406 | 18.310723 | 15.976650 | 16.973572 | 20.621694 | 15.446872 | 18.369660 | 16.034479 | 17.012885 | 20.475790 | 15.515003 | 18.315460 | 15.979193 | 16.993596 | 20.628414 | 15.436727 | STAR_CATY_VAR |
Last rows
| fiberID | fiberMag_g | fiberMag_i | fiberMag_r | fiberMag_u | fiberMag_z | modelMag_g | modelMag_i | modelMag_r | modelMag_u | modelMag_z | petroMag_g | petroMag_i | petroMag_r | petroMag_u | petroMag_z | psfMag_g | psfMag_i | psfMag_r | psfMag_u | psfMag_z | type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | ||||||||||||||||||||||
| 199981 | 268 | 17.264874 | 16.576012 | 16.990845 | 18.682973 | 16.485852 | 16.933917 | 16.225129 | 16.421490 | 18.361203 | 16.140472 | 16.939172 | 16.232802 | 16.447949 | 18.452440 | 16.217745 | 16.919838 | 16.221819 | 16.519869 | 18.391994 | 16.136001 | QSO |
| 199982 | 562 | 23.506808 | 20.334102 | 22.922096 | 23.124414 | 18.788592 | 24.006342 | 19.911101 | 22.341034 | 23.124661 | 18.423856 | 25.631527 | 20.052055 | 22.460530 | 22.407251 | 18.518185 | 24.301694 | 19.853580 | 22.593434 | 24.532288 | 18.385258 | SERENDIPITY_RED |
| 199983 | 436 | 17.089101 | 16.562285 | 16.675828 | 18.069462 | 16.544595 | 16.728587 | 16.202341 | 16.337453 | 17.759714 | 16.167298 | 16.823131 | 16.267000 | 16.395994 | 17.825009 | 16.250086 | 16.730754 | 16.182986 | 16.334596 | 17.767192 | 16.186484 | SPECTROPHOTO_STD |
| 199984 | 75 | 20.085482 | 19.742977 | 19.777957 | 20.320793 | 19.584067 | 19.788300 | 19.321050 | 19.458196 | 20.103575 | 19.450674 | 19.796079 | 19.394966 | 19.479883 | 20.118596 | 19.487660 | 19.731915 | 19.361056 | 19.489617 | 20.107304 | 19.371925 | SERENDIPITY_BLUE |
| 199985 | 640 | 18.163835 | 18.558940 | 18.337174 | 18.227460 | 18.800305 | 17.829299 | 18.229890 | 18.026662 | 17.871524 | 18.534910 | 17.880861 | 18.267997 | 18.069074 | 17.907874 | 18.573085 | 17.873937 | 18.218849 | 18.032189 | 17.861529 | 18.435898 | SERENDIPITY_DISTANT |
| 199986 | 568 | 20.726709 | 20.323418 | 20.311562 | 20.948519 | 20.211336 | 20.326879 | 20.061940 | 20.014046 | 20.783295 | 19.862513 | 20.536338 | 20.102815 | 20.126561 | 20.836400 | 19.796722 | 20.437920 | 20.020974 | 20.050756 | 20.630780 | 19.959646 | QSO |
| 199987 | 362 | 22.818723 | 19.961857 | 20.786120 | 26.677671 | 19.457071 | 21.952440 | 18.990039 | 19.776321 | 26.921903 | 18.528306 | 22.250489 | 18.985791 | 20.091693 | 28.895442 | 18.803354 | 22.807243 | 20.187531 | 21.069792 | 25.283695 | 19.595598 | GALAXY |
| 199988 | 146 | 22.287946 | 18.810560 | 20.711737 | 24.320816 | 17.721928 | 21.897599 | 18.443126 | 20.420524 | 24.503460 | 17.331724 | 22.132993 | 18.507337 | 20.329624 | 25.982378 | 17.418521 | 21.902709 | 18.457535 | 20.330747 | 23.609826 | 17.326771 | STAR_RED_DWARF |
| 199989 | 85 | 20.469748 | 19.603742 | 19.872089 | 21.704126 | 19.372909 | 18.004976 | 17.193743 | 17.440331 | 19.109086 | 16.969854 | 18.065559 | 17.180639 | 17.501307 | 18.880781 | 17.175205 | 20.561208 | 19.793644 | 20.031754 | 21.172003 | 19.540471 | GALAXY |
| 199990 | 964 | 20.432758 | 20.641050 | 20.678753 | 20.931572 | 20.469354 | 20.116332 | 20.217198 | 20.327396 | 20.748047 | 19.995023 | 20.129721 | 20.559018 | 20.415419 | 20.796250 | 19.816157 | 20.122276 | 20.360527 | 20.332241 | 20.624498 | 19.953043 | QSO |